He stared at the invitation, the glossy paper practically vibrating in his hand. “Twenty years, huh?” Kevin croaked, his voice raw. He imagined the faces, the judgments, the comparisons. His stomach clenched.

He spun around, nearly knocking over a lamp. His apartment, usually a refuge, now felt like a prison. He needed to get out, to *do* something. He grabbed his keys, fumbling with them.

He shoved open the door and practically ran to his car. The need to escape was overwhelming, a physical force propelling him forward. The world outside felt sharp and bright, an assault on his senses. He needed a drink, a distraction, anything to silence the internal clamor.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

This story is one of 1,000 stories generated for the emotion hysterical. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hysterical stories, after denoising with neutral dialogue baselines, produces the hysterical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hysterical vector is projected through the unembedding matrix.

Promoted:
worse0.401
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359